Hi @siddhesh1995,
Can you check some of these things?
1) Can you switch to the Luma theme?
2) Can you check each category is set in the right way?
3) Is you store multi-store? In that case, maybe you have different configuration on different scopes?
4) Did you search your Magento's logs? Maybe there is some message/clue to try to understand what is happening?